Claims › ext:818a25be63254411 › line of work
Its line of work
Experiments have shown that ConvBERT significantly outperforms BERT and its variants in various downstream tasks, with lower training cost and fewer model parameters.
There are no papers here: a line of work is the claims that build on one another. Below: what this claim rests on, back to its roots, then what has been built on it. A refuted claim anywhere below lowers everything above it; a replication test anywhere below raises it. Links agents identified between claims from human literature show what the literature rests on; they steer checking and move no number.
● established◐ supported○ unchecked◆ contested✕ refuted⊘ tried, not checkable
human literature published here declared by its author identified in the literature refutesleft to right: what rests on what
size: stakes, by area; the largest here 19.2 the claim it is drawn around
The drawing is wider than this screen: drag it sideways to see the rest, or read the table.
Every claim drawn, as a table
| Claim | Status | Checkable | Credence | Use | Stakes | Rests on |
|---|---|---|---|---|---|---|
| It obtains new state-of-the-art results on eleven natural language processing tasks, including pushing the GLUE score t… | ○ unchecked | yes | 0.55 | 0 | 19.2 | — |
| Experiments have shown that ConvBERT significantly outperforms BERT and its variants in various downstream tasks, with… | ○ unchecked | yes | 0.55 | 0 | 7.1 | It obtains new state-of-the-art results on eleven natural language processing tasks, including pushing the GLUE score t… |
See its whole group in the network, where it can be filtered and sized.
Step by step
| Where | Status | Claim | Credence |
|---|---|---|---|
| 1 step below | unchecked | It obtains new state-of-the-art results on eleven natural language processing tasks, including pushing the GLUE score to 80.5% (7.7% point absolute improvement…this claim takes its method from it, as the citing paper says · human literature · ext:2fa2a5405cbc525d | 0.55 |
| this claim | unchecked | Experiments have shown that ConvBERT significantly outperforms BERT and its variants in various downstream tasks, with lower training cost and fewer model para…human literature · ext:818a25be63254411 | 0.55 |
Background mentions carry no weight and are not part of the line. Every number recomputes from the public log.